bestlp, bestfulldtw, bestconstdtw, bestgem = None, None, None, None
for line in f:
if "BESTLP=" in line:
bestlp=eval(line.split("=")[1])
if "BESTFULLDTW=" in line:
bestfulldtw=eval(line.split("=")[1])
if "BESTCONSDTW=" in line:
bestconsdtw=eval(line.split("=")[1])
if "BESTGEM=" in line:
bestgem=eval(line.split("=")[1])
gainresult.append((bestconsdtw[2]-bestgem[2]))
cdtwresult.append(bestconsdtw[2])
gemresult.append(bestgem[2])
eucresult.append(bestlp[2])
dtwresult.append(bestfulldtw[2])
if np.mean(gainresult) < 0:
print datasetN, "\t", ucr.datasetName(datasetN), "%1.4f +/- %1.4f" % (np.mean(gainresult), np.std(gainresult)), \
" %1.4f" % (np.mean(gainresult)/np.std(gainresult)),
else:
print datasetN, "\t", ucr.datasetName(datasetN), " %1.4f +/- %1.4f" % (np.mean(gainresult),np.std(gainresult)), \
" %1.4f" % (np.mean(gainresult)/np.std(gainresult)),
print " %1.4f +/- %1.4f" % (np.mean(cdtwresult), np.std(cdtwresult)),
print " %1.4f +/- %1.4f" % (np.mean(gemresult), np.std(gemresult)),
print " %1.4f +/- %1.4f" % (np.mean(eucresult), np.std(eucresult)),
print " %1.4f +/- %1.4f" % (np.mean(dtwresult), np.std(dtwresult))
bestlp, bestfulldtw, bestconstdtw, bestgem = None, None, None, None
for line in f:
if "BESTLP=" in line:
bestlp = eval(line.split("=")[1])
if "BESTFULLDTW=" in line:
bestfulldtw = eval(line.split("=")[1])
if "BESTCONSDTW=" in line:
bestconsdtw = eval(line.split("=")[1])
if "BESTGEM=" in line:
bestgem = eval(line.split("=")[1])
gainresult.append((bestconsdtw[2] - bestgem[2]))
cdtwresult.append(bestconsdtw[2])
gemresult.append(bestgem[2])
eucresult.append(bestlp[2])
dtwresult.append(bestfulldtw[2])
if np.mean(gainresult) < 0:
print datasetN, "\t", ucr.datasetName(datasetN), "%1.4f +/- %1.4f" % (np.mean(gainresult), np.std(gainresult)), \
" %1.4f" % (np.mean(gainresult)/np.std(gainresult)),
else:
print datasetN, "\t", ucr.datasetName(datasetN), " %1.4f +/- %1.4f" % (np.mean(gainresult),np.std(gainresult)), \
" %1.4f" % (np.mean(gainresult)/np.std(gainresult)),
print " %1.4f +/- %1.4f" % (np.mean(cdtwresult), np.std(cdtwresult)),
print " %1.4f +/- %1.4f" % (np.mean(gemresult), np.std(gemresult)),
print " %1.4f +/- %1.4f" % (np.mean(eucresult), np.std(eucresult)),
print " %1.4f +/- %1.4f" % (np.mean(dtwresult), np.std(dtwresult))
